AdaptAI: A Personalized Solution to Sense Your Stress, Fix Your Mess, and Boost Productivity
Journal:
arXiv
Published Date:
Mar 12, 2025
Abstract
Personalization is a critical yet often overlooked factor in boosting
productivity and wellbeing in knowledge-intensive workplaces to better address
individual preferences. Existing tools typically offer uniform guidance whether
auto-generating email responses or prompting break reminders without accounting
for individual behavioral patterns or stress triggers. We introduce AdaptAI, a
multimodal AI solution combining egocentric vision and audio, heart and motion
activities, and the agentic workflow of Large Language Models LLMs to deliver
highly personalized productivity support and context-aware well-being
interventions. AdaptAI not only automates peripheral tasks (e.g. drafting
succinct document summaries, replying to emails etc.) but also continuously
monitors the users unique physiological and situational indicators to
dynamically tailor interventions such as micro-break suggestions or exercise
prompts, at the exact point of need. In a preliminary study with 15
participants, AdaptAI demonstrated significant improvements in task throughput
and user satisfaction by anticipating user stressors and streamlining daily
workflows.
